| Training started: 2026-08-17 07:55:46 |
| ========================================================================================================================================================================== |
| Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA |
| -------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [07:55:46] Run directory: RESULTS/multigen/run_024 |
| [07:55:46] PixArt-Sigma AGD+TAM+SAD v3 | temp=0.5 curriculum=5000 max_delta=300 |
| [07:55:46] TAM: enabled=True alpha=0.9 factor=0.5 |
| [07:55:46] SAD: enabled=True temp=0.5 |
| [07:55:46] Loading PixArt-Sigma components ... |
| [07:55:46] Transformer : PixArt-alpha/PixArt-Sigma-XL-2-512-MS |
| [07:55:46] Base (T5/VAE): PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers |
| [07:56:11] Transformer params: 610,856,096 total, 610,856,096 trainable |
| [07:56:11] Building dataset ... |
| [07:56:11] TAM initialised: 499995 samples tracked. |
| [07:56:16] |
| [07:56:16] ================================================================ |
| [07:56:16] Transformer = PixArt-alpha/PixArt-Sigma-XL-2-512-MS |
| [07:56:16] Base (T5/VAE) = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers |
| [07:56:16] Output dir = RESULTS/multigen/run_024 |
| [07:56:16] Num examples = 499995 |
| [07:56:16] Num epochs = 1 |
| [07:56:16] Batch/device = 8 |
| [07:56:16] Grad accum = 1 |
| [07:56:16] Effective BS = 8 |
| [07:56:16] Total optim steps = 10000 |
| [07:56:16] LR = 2e-05 |
| [07:56:16] Precision = bf16 |
| [07:56:16] Resolution = 512x512 |
| [07:56:16] Max seq length = 300 [Sigma: 300 vs Alpha: 120] |
| [07:56:16] --- AGD --- |
| [07:56:16] Temperature = 0.5 |
| [07:56:16] Curriculum steps = 5000 |
| [07:56:16] Max timestep delta = 300 |
| [07:56:16] --- TAM --- enabled=True |
| [07:56:16] TAM alpha = 0.9 |
| [07:56:16] TAM factor = 0.5 |
| [07:56:16] --- SAD --- enabled=True |
| [07:56:16] SAD temperature = 0.5 |
| [07:56:16] ================================================================ |
| [07:56:16] |
| 50 | 0 | 0.053450 | 0.053450 | 0.055664 | 0.057807 | 0.002143 | 1.0000 | -0.0000 | 3.00 | 2.00e-06 | 0:01:53 | 6:17:53 |
| 100 | 0 | 0.088956 | 0.071203 | 0.089404 | 0.086201 | -0.003203 | 1.0000 | -0.0000 | 6.00 | 4.00e-06 | 0:03:14 | 5:20:06 |
| 150 | 0 | 0.058980 | 0.067129 | 0.067428 | 0.061625 | -0.005803 | 1.0000 | -0.0000 | 9.00 | 6.00e-06 | 0:04:34 | 5:00:02 |
| 200 | 0 | 0.180802 | 0.095547 | 0.184370 | 0.176190 | -0.008179 | 1.0000 | -0.0000 | 12.00 | 8.00e-06 | 0:05:54 | 4:49:15 |
| 250 | 0 | 0.066100 | 0.089658 | 0.072087 | 0.067742 | -0.004345 | 1.0000 | -0.0000 | 15.00 | 1.00e-05 | 0:07:14 | 4:42:13 |
| 300 | 0 | 0.146313 | 0.099100 | 0.146307 | 0.132598 | -0.013709 | 1.0000 | -0.0000 | 18.00 | 1.20e-05 | 0:08:34 | 4:37:20 |
| 350 | 0 | 0.046540 | 0.091591 | 0.053932 | 0.046974 | -0.006958 | 1.0000 | -0.0000 | 21.00 | 1.40e-05 | 0:09:54 | 4:33:13 |
| 400 | 0 | 0.066330 | 0.088434 | 0.076636 | 0.068719 | -0.007916 | 1.0000 | -0.0000 | 24.00 | 1.60e-05 | 0:11:14 | 4:29:56 |
| 450 | 0 | 0.043586 | 0.083451 | 0.049233 | 0.043684 | -0.005549 | 1.0000 | -0.0000 | 27.00 | 1.80e-05 | 0:12:35 | 4:27:02 |
| 500 | 0 | 0.028767 | 0.077982 | 0.034325 | 0.030839 | -0.003486 | 1.0000 | -0.0000 | 30.00 | 2.00e-05 | 0:13:55 | 4:24:25 |
| [08:09:41] [TAM @ 500] mean=-0.0000 std=0.0006 max=0.0076 visits=4000 |
| 550 | 0 | 0.150477 | 0.084573 | 0.283562 | 0.149380 | -0.134183 | 1.0000 | -0.0000 | 33.00 | 2.00e-05 | 0:15:15 | 4:22:17 |
| 600 | 0 | 0.071778 | 0.083507 | 0.087099 | 0.070246 | -0.016852 | 1.0000 | -0.0000 | 36.00 | 2.00e-05 | 0:16:37 | 4:20:22 |
| 650 | 0 | 0.036644 | 0.079902 | 0.044911 | 0.036822 | -0.008089 | 1.0000 | -0.0000 | 39.00 | 2.00e-05 | 0:17:58 | 4:18:35 |
| 700 | 0 | 0.017801 | 0.075466 | 0.027077 | 0.019577 | -0.007500 | 1.0000 | -0.0000 | 42.00 | 2.00e-05 | 0:19:18 | 4:16:28 |
| 750 | 0 | 0.055890 | 0.074161 | 0.049758 | 0.054963 | 0.005205 | 1.0000 | -0.0000 | 45.00 | 2.00e-05 | 0:20:37 | 4:14:26 |
| 800 | 0 | 0.057137 | 0.073097 | 0.074872 | 0.056864 | -0.018008 | 1.0000 | -0.0000 | 48.00 | 2.00e-05 | 0:21:57 | 4:12:31 |
| 850 | 0 | 0.051444 | 0.071823 | 0.042676 | 0.051164 | 0.008488 | 1.0000 | -0.0000 | 51.00 | 2.00e-05 | 0:23:17 | 4:10:40 |
| 900 | 0 | 0.045641 | 0.070369 | 0.068274 | 0.048261 | -0.020013 | 1.0000 | -0.0000 | 54.00 | 2.00e-05 | 0:24:36 | 4:08:53 |
| 950 | 0 | 0.070585 | 0.070380 | 0.086532 | 0.071123 | -0.015409 | 1.0000 | -0.0000 | 57.00 | 2.00e-05 | 0:25:56 | 4:07:10 |
| 1000 | 0 | 0.055900 | 0.069656 | 0.081799 | 0.056487 | -0.025312 | 1.0000 | -0.0000 | 60.00 | 2.00e-05 | 0:27:16 | 4:05:26 |
| [08:23:02] [TAM @ 1000] mean=-0.0000 std=0.0010 max=0.0133 visits=8000 |
| [08:23:04] Generating 16 validation images ... |
| [08:23:24] Validation step 1000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0001000.png |
| 1050 | 0 | 0.070106 | 0.069677 | 0.090931 | 0.070182 | -0.020749 | 1.0000 | -0.0000 | 63.00 | 2.00e-05 | 0:28:58 | 4:07:00 |
| 1100 | 0 | 0.029323 | 0.067843 | 0.051182 | 0.031095 | -0.020087 | 1.0000 | -0.0000 | 66.00 | 2.00e-05 | 0:30:18 | 4:05:12 |
| 1150 | 0 | 0.059730 | 0.067490 | 0.108668 | 0.068452 | -0.040216 | 1.0000 | -0.0000 | 69.00 | 2.00e-05 | 0:31:38 | 4:03:26 |
| 1200 | 0 | 0.107489 | 0.069157 | 0.144239 | 0.110355 | -0.033883 | 1.0000 | -0.0000 | 72.00 | 2.00e-05 | 0:32:57 | 4:01:41 |
| 1250 | 0 | 0.078237 | 0.069520 | 0.121721 | 0.078153 | -0.043568 | 1.0000 | -0.0000 | 75.00 | 2.00e-05 | 0:34:16 | 3:59:58 |
| 1300 | 0 | 0.106875 | 0.070957 | 0.259751 | 0.128839 | -0.130911 | 1.0000 | -0.0000 | 78.00 | 2.00e-05 | 0:35:36 | 3:58:18 |
| 1350 | 0 | 0.070907 | 0.070955 | 0.222976 | 0.098046 | -0.124930 | 1.0000 | -0.0000 | 81.00 | 2.00e-05 | 0:36:55 | 3:56:38 |
| 1400 | 0 | 0.049626 | 0.070193 | 0.087688 | 0.051496 | -0.036192 | 1.0000 | -0.0001 | 84.00 | 2.00e-05 | 0:38:15 | 3:55:01 |
| 1450 | 0 | 0.007396 | 0.068028 | 0.018549 | 0.008619 | -0.009929 | 1.0000 | -0.0001 | 87.00 | 2.00e-05 | 0:39:34 | 3:53:24 |
| 1500 | 0 | 0.084575 | 0.068579 | 0.142427 | 0.083632 | -0.058795 | 1.0000 | -0.0001 | 90.00 | 2.00e-05 | 0:40:54 | 3:51:47 |
| [08:36:40] [TAM @ 1500] mean=-0.0001 std=0.0014 max=0.0133 visits=12000 |
| 1550 | 0 | 0.032864 | 0.067427 | 0.067618 | 0.033997 | -0.033621 | 1.0000 | -0.0001 | 93.00 | 2.00e-05 | 0:42:13 | 3:50:13 |
| 1600 | 0 | 0.006031 | 0.065509 | 0.013653 | 0.005614 | -0.008039 | 1.0000 | -0.0001 | 96.00 | 2.00e-05 | 0:43:33 | 3:48:39 |
| 1650 | 0 | 0.074820 | 0.065791 | 0.122170 | 0.077157 | -0.045013 | 1.0000 | -0.0001 | 99.00 | 2.00e-05 | 0:44:52 | 3:47:06 |
| 1700 | 0 | 0.035951 | 0.064913 | 0.075872 | 0.037950 | -0.037921 | 1.0000 | -0.0001 | 102.00 | 2.00e-05 | 0:46:12 | 3:45:34 |
| 1750 | 0 | 0.142292 | 0.067124 | 0.214366 | 0.145065 | -0.069301 | 1.0000 | -0.0001 | 105.00 | 2.00e-05 | 0:47:31 | 3:44:02 |
| 1800 | 0 | 0.116193 | 0.068487 | 0.253485 | 0.128960 | -0.124525 | 1.0000 | -0.0001 | 108.00 | 2.00e-05 | 0:48:50 | 3:42:31 |
| 1850 | 0 | 0.086937 | 0.068986 | 0.145096 | 0.086114 | -0.058983 | 1.0000 | -0.0001 | 111.00 | 2.00e-05 | 0:50:10 | 3:41:01 |
| 1900 | 0 | 0.037229 | 0.068150 | 0.199518 | 0.066362 | -0.133156 | 1.0000 | -0.0001 | 114.00 | 2.00e-05 | 0:51:29 | 3:39:31 |
| 1950 | 0 | 0.122077 | 0.069533 | 0.159783 | 0.125745 | -0.034038 | 1.0000 | -0.0001 | 117.00 | 2.00e-05 | 0:52:49 | 3:38:02 |
| 2000 | 0 | 0.080043 | 0.069796 | 0.123518 | 0.082712 | -0.040806 | 1.0000 | -0.0001 | 120.00 | 2.00e-05 | 0:54:08 | 3:36:34 |
| [08:49:54] [TAM @ 2000] mean=-0.0001 std=0.0017 max=0.0133 visits=16000 |
| [08:50:01] Saved checkpoint -> RESULTS/multigen/run_024/checkpoint-2000 |
| [08:50:01] Generating 16 validation images ... |
| [08:50:22] Validation step 2000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0002000.png |
| 2050 | 0 | 0.052863 | 0.069383 | 0.088734 | 0.055598 | -0.033136 | 1.0000 | -0.0001 | 123.00 | 2.00e-05 | 0:55:56 | 3:36:57 |
| 2100 | 0 | 0.078802 | 0.069607 | 0.244451 | 0.099943 | -0.144508 | 1.0000 | -0.0001 | 126.00 | 2.00e-05 | 0:57:16 | 3:35:26 |
| 2150 | 0 | 0.060716 | 0.069400 | 0.102633 | 0.061924 | -0.040708 | 1.0000 | -0.0001 | 129.00 | 2.00e-05 | 0:58:35 | 3:33:56 |
| 2200 | 0 | 0.032415 | 0.068559 | 0.083529 | 0.034740 | -0.048789 | 1.0000 | -0.0001 | 132.00 | 2.00e-05 | 0:59:55 | 3:32:26 |
| 2250 | 0 | 0.041993 | 0.067969 | 0.090782 | 0.043490 | -0.047292 | 1.0000 | -0.0001 | 135.00 | 2.00e-05 | 1:01:14 | 3:30:56 |
| 2300 | 0 | 0.072495 | 0.068068 | 0.261773 | 0.095434 | -0.166339 | 1.0000 | -0.0001 | 138.00 | 2.00e-05 | 1:02:34 | 3:29:27 |
| 2350 | 0 | 0.069235 | 0.068092 | 0.124350 | 0.068343 | -0.056007 | 1.0000 | -0.0001 | 141.00 | 2.00e-05 | 1:03:53 | 3:27:59 |
| 2400 | 0 | 0.021320 | 0.067118 | 0.045888 | 0.023924 | -0.021964 | 1.0000 | -0.0001 | 144.00 | 2.00e-05 | 1:05:13 | 3:26:31 |
| 2450 | 0 | 0.026112 | 0.066281 | 0.060113 | 0.028954 | -0.031159 | 1.0000 | -0.0001 | 147.00 | 2.00e-05 | 1:06:32 | 3:25:03 |
| 2500 | 0 | 0.005807 | 0.065072 | 0.024206 | 0.006656 | -0.017550 | 1.0000 | -0.0001 | 150.00 | 2.00e-05 | 1:07:51 | 3:23:35 |
| [09:03:38] [TAM @ 2500] mean=-0.0001 std=0.0020 max=0.0133 visits=20000 |
| 2550 | 0 | 0.024157 | 0.064269 | 0.072993 | 0.027675 | -0.045319 | 1.0000 | -0.0001 | 153.00 | 2.00e-05 | 1:09:11 | 3:22:07 |
| 2600 | 0 | 0.069824 | 0.064376 | 0.151985 | 0.069196 | -0.082789 | 1.0000 | -0.0001 | 156.00 | 2.00e-05 | 1:10:30 | 3:20:40 |
| 2650 | 0 | 0.074403 | 0.064565 | 0.178389 | 0.078001 | -0.100388 | 1.0000 | -0.0002 | 159.00 | 2.00e-05 | 1:11:49 | 3:19:13 |
| 2700 | 0 | 0.010715 | 0.063568 | 0.044504 | 0.011781 | -0.032723 | 1.0000 | -0.0002 | 162.00 | 2.00e-05 | 1:13:09 | 3:17:47 |
| 2750 | 0 | 0.007406 | 0.062547 | 0.030987 | 0.008353 | -0.022634 | 1.0000 | -0.0002 | 165.00 | 2.00e-05 | 1:14:28 | 3:16:20 |
| 2800 | 0 | 0.008077 | 0.061574 | 0.036696 | 0.008590 | -0.028107 | 1.0000 | -0.0002 | 168.00 | 2.00e-05 | 1:15:47 | 3:14:54 |
| 2850 | 0 | 0.046313 | 0.061307 | 0.124619 | 0.044716 | -0.079903 | 1.0000 | -0.0002 | 171.00 | 2.00e-05 | 1:17:07 | 3:13:29 |
| 2900 | 0 | 0.025102 | 0.060682 | 0.097358 | 0.024835 | -0.072524 | 1.0000 | -0.0002 | 174.00 | 2.00e-05 | 1:18:26 | 3:12:03 |
| 2950 | 0 | 0.070134 | 0.060843 | 0.123155 | 0.070851 | -0.052303 | 1.0000 | -0.0002 | 177.00 | 2.00e-05 | 1:19:46 | 3:10:38 |
| 3000 | 0 | 0.020511 | 0.060170 | 0.080031 | 0.022859 | -0.057172 | 1.0000 | -0.0002 | 180.00 | 2.00e-05 | 1:21:05 | 3:09:13 |
| [09:16:51] [TAM @ 3000] mean=-0.0002 std=0.0023 max=0.0133 visits=24000 |
| [09:16:52] Generating 16 validation images ... |
| [09:17:12] Validation step 3000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0003000.png |
| 3050 | 0 | 0.052749 | 0.060049 | 0.144934 | 0.061951 | -0.082983 | 1.0000 | -0.0002 | 183.00 | 2.00e-05 | 1:22:47 | 3:08:38 |
| 3100 | 0 | 0.016316 | 0.059343 | 0.065424 | 0.018261 | -0.047163 | 1.0000 | -0.0002 | 186.00 | 2.00e-05 | 1:24:06 | 3:07:12 |
| 3150 | 0 | 0.048521 | 0.059172 | 0.172882 | 0.051846 | -0.121035 | 1.0000 | -0.0002 | 189.00 | 2.00e-05 | 1:25:25 | 3:05:46 |
| 3200 | 0 | 0.011529 | 0.058427 | 0.056917 | 0.012934 | -0.043983 | 1.0000 | -0.0002 | 192.00 | 2.00e-05 | 1:26:45 | 3:04:21 |
| 3250 | 0 | 0.022730 | 0.057878 | 0.068203 | 0.025307 | -0.042896 | 1.0000 | -0.0002 | 195.00 | 2.00e-05 | 1:28:04 | 3:02:55 |
| 3300 | 0 | 0.028517 | 0.057433 | 0.114485 | 0.030010 | -0.084475 | 1.0000 | -0.0002 | 198.00 | 2.00e-05 | 1:29:23 | 3:01:30 |
| 3350 | 0 | 0.036158 | 0.057116 | 0.085751 | 0.038901 | -0.046850 | 1.0000 | -0.0002 | 201.00 | 2.00e-05 | 1:30:43 | 3:00:05 |
| 3400 | 0 | 0.055277 | 0.057089 | 0.160476 | 0.062940 | -0.097536 | 1.0000 | -0.0002 | 204.00 | 2.00e-05 | 1:32:02 | 2:58:40 |
| 3450 | 0 | 0.029396 | 0.056687 | 0.110540 | 0.032874 | -0.077665 | 1.0000 | -0.0002 | 207.00 | 2.00e-05 | 1:33:21 | 2:57:15 |
| 3500 | 0 | 0.074218 | 0.056938 | 0.253137 | 0.077122 | -0.176016 | 1.0000 | -0.0002 | 210.00 | 2.00e-05 | 1:34:41 | 2:55:50 |
| [09:30:27] [TAM @ 3500] mean=-0.0002 std=0.0026 max=0.0133 visits=28000 |
| 3550 | 0 | 0.031339 | 0.056577 | 0.064374 | 0.031675 | -0.032699 | 1.0000 | -0.0003 | 213.00 | 2.00e-05 | 1:36:00 | 2:54:26 |
| 3600 | 0 | 0.050265 | 0.056489 | 0.153640 | 0.053856 | -0.099783 | 1.0000 | -0.0003 | 216.00 | 2.00e-05 | 1:37:19 | 2:53:02 |
| 3650 | 0 | 0.059654 | 0.056533 | 0.247472 | 0.074556 | -0.172916 | 1.0000 | -0.0003 | 219.00 | 2.00e-05 | 1:38:39 | 2:51:37 |
| 3700 | 0 | 0.031943 | 0.056200 | 0.102023 | 0.036287 | -0.065736 | 1.0000 | -0.0003 | 222.00 | 2.00e-05 | 1:39:58 | 2:50:13 |
| 3750 | 0 | 0.004838 | 0.055516 | 0.037599 | 0.005285 | -0.032314 | 1.0000 | -0.0003 | 225.00 | 2.00e-05 | 1:41:17 | 2:48:49 |
| 3800 | 0 | 0.041715 | 0.055334 | 0.111198 | 0.044566 | -0.066632 | 1.0000 | -0.0003 | 228.00 | 2.00e-05 | 1:42:37 | 2:47:25 |
| 3850 | 0 | 0.046808 | 0.055223 | 0.106608 | 0.050250 | -0.056357 | 1.0000 | -0.0003 | 231.00 | 2.00e-05 | 1:43:56 | 2:46:02 |
| 3900 | 0 | 0.000800 | 0.054526 | 0.011198 | 0.000932 | -0.010266 | 1.0000 | -0.0003 | 234.00 | 2.00e-05 | 1:45:15 | 2:44:38 |
| 3950 | 0 | 0.044368 | 0.054397 | 0.256049 | 0.057800 | -0.198249 | 1.0000 | -0.0003 | 237.00 | 2.00e-05 | 1:46:35 | 2:43:15 |
| 4000 | 0 | 0.022578 | 0.053999 | 0.117297 | 0.025897 | -0.091400 | 1.0000 | -0.0003 | 240.00 | 2.00e-05 | 1:47:54 | 2:41:52 |
| [09:43:41] [TAM @ 4000] mean=-0.0003 std=0.0029 max=0.0133 visits=32000 |
| [09:43:46] Saved checkpoint -> RESULTS/multigen/run_024/checkpoint-4000 |
| [09:43:48] Generating 16 validation images ... |
| [09:44:08] Validation step 4000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0004000.png |
| 4050 | 0 | 0.010156 | 0.053458 | 0.073309 | 0.011217 | -0.062092 | 1.0000 | -0.0003 | 243.00 | 2.00e-05 | 1:49:41 | 2:41:09 |
| 4100 | 0 | 0.030080 | 0.053173 | 0.119654 | 0.033886 | -0.085768 | 1.0000 | -0.0003 | 246.00 | 2.00e-05 | 1:51:01 | 2:39:45 |
| 4150 | 0 | 0.031870 | 0.052916 | 0.108552 | 0.036819 | -0.071732 | 1.0000 | -0.0003 | 249.00 | 2.00e-05 | 1:52:20 | 2:38:22 |
| 4200 | 0 | 0.004741 | 0.052343 | 0.040270 | 0.005350 | -0.034919 | 1.0000 | -0.0003 | 252.00 | 2.00e-05 | 1:53:40 | 2:36:58 |
| 4250 | 0 | 0.012521 | 0.051874 | 0.096240 | 0.013802 | -0.082438 | 1.0000 | -0.0003 | 255.00 | 2.00e-05 | 1:54:59 | 2:35:34 |
| 4300 | 0 | 0.035597 | 0.051685 | 0.170310 | 0.038282 | -0.132028 | 1.0000 | -0.0004 | 258.00 | 2.00e-05 | 1:56:18 | 2:34:10 |
| 4350 | 0 | 0.023589 | 0.051362 | 0.134349 | 0.025329 | -0.109020 | 1.0000 | -0.0004 | 261.00 | 2.00e-05 | 1:57:38 | 2:32:47 |
| 4400 | 0 | 0.039800 | 0.051231 | 0.136932 | 0.043741 | -0.093192 | 1.0000 | -0.0004 | 264.00 | 2.00e-05 | 1:58:57 | 2:31:24 |
| 4450 | 0 | 0.010893 | 0.050777 | 0.088528 | 0.011882 | -0.076647 | 1.0000 | -0.0004 | 267.00 | 2.00e-05 | 2:00:16 | 2:30:00 |
| 4500 | 0 | 0.009643 | 0.050320 | 0.066375 | 0.011688 | -0.054687 | 1.0000 | -0.0004 | 270.00 | 2.00e-05 | 2:01:36 | 2:28:37 |
| [09:57:22] [TAM @ 4500] mean=-0.0004 std=0.0032 max=0.0133 visits=36000 |
| 4550 | 0 | 0.013690 | 0.049918 | 0.229324 | 0.032021 | -0.197303 | 1.0000 | -0.0004 | 273.00 | 2.00e-05 | 2:02:55 | 2:27:14 |
| 4600 | 0 | 0.017192 | 0.049562 | 0.069366 | 0.019662 | -0.049704 | 1.0000 | -0.0004 | 276.00 | 2.00e-05 | 2:04:15 | 2:25:51 |
| 4650 | 0 | 0.012801 | 0.049167 | 0.223883 | 0.027579 | -0.196303 | 1.0000 | -0.0004 | 279.00 | 2.00e-05 | 2:05:34 | 2:24:28 |
| 4700 | 0 | 0.017008 | 0.048825 | 0.246759 | 0.033226 | -0.213533 | 1.0000 | -0.0004 | 282.00 | 2.00e-05 | 2:06:53 | 2:23:05 |
| 4750 | 0 | 0.010356 | 0.048420 | 0.094424 | 0.012953 | -0.081471 | 1.0000 | -0.0004 | 285.00 | 2.00e-05 | 2:08:13 | 2:21:42 |
| 4800 | 0 | 0.009141 | 0.048011 | 0.089929 | 0.011049 | -0.078880 | 1.0000 | -0.0004 | 288.00 | 2.00e-05 | 2:09:32 | 2:20:20 |
| 4850 | 0 | 0.011937 | 0.047639 | 0.078035 | 0.013865 | -0.064169 | 1.0000 | -0.0004 | 291.00 | 2.00e-05 | 2:10:51 | 2:18:57 |
| 4900 | 0 | 0.031353 | 0.047473 | 0.174547 | 0.034107 | -0.140440 | 1.0000 | -0.0004 | 294.00 | 2.00e-05 | 2:12:11 | 2:17:34 |
| 4950 | 0 | 0.021554 | 0.047211 | 0.126891 | 0.026217 | -0.100674 | 1.0000 | -0.0004 | 297.00 | 2.00e-05 | 2:13:30 | 2:16:12 |
| 5000 | 0 | 0.015879 | 0.046897 | 0.116346 | 0.019160 | -0.097186 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:14:49 | 2:14:49 |
| [10:10:36] [TAM @ 5000] mean=-0.0005 std=0.0036 max=0.0133 visits=40000 |
| [10:10:37] Generating 16 validation images ... |
| [10:10:57] Validation step 5000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0005000.png |
| 5050 | 0 | 0.061271 | 0.046976 | 0.066759 | 0.063957 | -0.002803 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:16:30 | 2:13:48 |
| 5100 | 0 | 0.147970 | 0.047566 | 0.154144 | 0.151681 | -0.002463 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:17:50 | 2:12:25 |
| 5150 | 0 | 0.005521 | 0.047031 | 0.060308 | 0.006726 | -0.053583 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:19:09 | 2:11:03 |
| 5200 | 0 | 0.014738 | 0.045371 | 0.111151 | 0.015849 | -0.095302 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:20:28 | 2:09:40 |
| 5250 | 0 | 0.038435 | 0.045094 | 0.121693 | 0.038371 | -0.083321 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:21:48 | 2:08:17 |
| 5300 | 0 | 0.010264 | 0.043733 | 0.062136 | 0.012213 | -0.049923 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:23:07 | 2:06:55 |
| 5350 | 0 | 0.063003 | 0.043898 | 0.067004 | 0.060828 | -0.006175 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:24:26 | 2:05:32 |
| 5400 | 0 | 0.014309 | 0.043378 | 0.133783 | 0.016578 | -0.117205 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:25:46 | 2:04:10 |
| 5450 | 0 | 0.092612 | 0.043868 | 0.217277 | 0.096661 | -0.120615 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:27:05 | 2:02:48 |
| 5500 | 0 | 0.082445 | 0.044405 | 0.130814 | 0.081982 | -0.048832 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:28:25 | 2:01:25 |
| [10:24:11] [TAM @ 5500] mean=-0.0005 std=0.0037 max=0.0133 visits=44000 |
| 5550 | 0 | 0.063997 | 0.043540 | 0.076838 | 0.059102 | -0.017736 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:29:44 | 2:00:03 |
| 5600 | 0 | 0.027966 | 0.043102 | 0.036636 | 0.030047 | -0.006589 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:31:04 | 1:58:41 |
| 5650 | 0 | 0.096041 | 0.043696 | 0.147173 | 0.105313 | -0.041860 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:32:23 | 1:57:19 |
| 5700 | 0 | 0.020658 | 0.043724 | 0.096756 | 0.025389 | -0.071367 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:33:42 | 1:55:57 |
| 5750 | 0 | 0.042087 | 0.043586 | 0.063688 | 0.044503 | -0.019185 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:35:02 | 1:54:35 |
| 5800 | 0 | 0.247500 | 0.045490 | 0.241733 | 0.237438 | -0.004295 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:36:21 | 1:53:13 |
| 5850 | 0 | 0.033770 | 0.045313 | 0.084105 | 0.036160 | -0.047945 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:37:40 | 1:51:51 |
| 5900 | 0 | 0.067563 | 0.045533 | 0.096195 | 0.069494 | -0.026701 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:39:00 | 1:50:29 |
| 5950 | 0 | 0.004207 | 0.044869 | 0.031452 | 0.004434 | -0.027018 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:40:19 | 1:49:07 |
| 6000 | 0 | 0.037192 | 0.044682 | 0.109292 | 0.045176 | -0.064116 | 1.0000 | -0.0005 | 300.00 | 2.00e-05 | 2:41:38 | 1:47:45 |
| [10:37:25] [TAM @ 6000] mean=-0.0005 std=0.0039 max=0.0133 visits=48000 |
| [10:37:30] Saved checkpoint -> RESULTS/multigen/run_024/checkpoint-6000 |
| [10:37:31] Generating 16 validation images ... |
| [10:37:51] Validation step 6000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0006000.png |
| 6050 | 0 | 0.040253 | 0.044383 | 0.113175 | 0.044367 | -0.068808 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:43:25 | 1:46:42 |
| 6100 | 0 | 0.042304 | 0.044513 | 0.149889 | 0.045916 | -0.103973 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:44:45 | 1:45:20 |
| 6150 | 0 | 0.025198 | 0.044168 | 0.107823 | 0.026581 | -0.081242 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:46:04 | 1:43:58 |
| 6200 | 0 | 0.069396 | 0.043787 | 0.096230 | 0.068995 | -0.027235 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:47:24 | 1:42:36 |
| 6250 | 0 | 0.080347 | 0.043808 | 0.161421 | 0.077814 | -0.083607 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:48:43 | 1:41:14 |
| 6300 | 0 | 0.014937 | 0.042888 | 0.090979 | 0.017549 | -0.073430 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:50:03 | 1:39:52 |
| 6350 | 0 | 0.053360 | 0.042713 | 0.264602 | 0.072569 | -0.192033 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:51:22 | 1:38:30 |
| 6400 | 0 | 0.068171 | 0.042898 | 0.142551 | 0.079224 | -0.063327 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:52:42 | 1:37:08 |
| 6450 | 0 | 0.114257 | 0.043967 | 0.134672 | 0.115359 | -0.019313 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:54:01 | 1:35:46 |
| 6500 | 0 | 0.086492 | 0.043986 | 0.134605 | 0.088182 | -0.046422 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:55:21 | 1:34:25 |
| [10:51:07] [TAM @ 6500] mean=-0.0006 std=0.0040 max=0.0138 visits=52000 |
| 6550 | 0 | 0.072331 | 0.044381 | 0.073880 | 0.073964 | 0.000084 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:56:40 | 1:33:03 |
| 6600 | 0 | 0.039464 | 0.044715 | 0.133126 | 0.041717 | -0.091408 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:58:00 | 1:31:41 |
| 6650 | 0 | 0.025356 | 0.044221 | 0.145140 | 0.028712 | -0.116428 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 2:59:19 | 1:30:20 |
| 6700 | 0 | 0.040795 | 0.044269 | 0.111044 | 0.045591 | -0.065453 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:00:38 | 1:28:58 |
| 6750 | 0 | 0.093308 | 0.043779 | 0.110390 | 0.095991 | -0.014399 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:01:58 | 1:27:36 |
| 6800 | 0 | 0.106227 | 0.043680 | 0.140290 | 0.106250 | -0.034040 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:03:17 | 1:26:15 |
| 6850 | 0 | 0.048213 | 0.043292 | 0.175162 | 0.051332 | -0.123830 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:04:37 | 1:24:53 |
| 6900 | 0 | 0.008770 | 0.043008 | 0.039809 | 0.010147 | -0.029662 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:05:56 | 1:23:32 |
| 6950 | 0 | 0.011012 | 0.041897 | 0.069672 | 0.012316 | -0.057356 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:07:15 | 1:22:10 |
| 7000 | 0 | 0.060906 | 0.041706 | 0.109943 | 0.064059 | -0.045884 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:08:35 | 1:20:49 |
| [11:04:21] [TAM @ 7000] mean=-0.0006 std=0.0042 max=0.0138 visits=56000 |
| [11:04:22] Generating 16 validation images ... |
| [11:04:42] Validation step 7000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0007000.png |
| 7050 | 0 | 0.034441 | 0.041521 | 0.226908 | 0.055057 | -0.171851 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:10:16 | 1:19:37 |
| 7100 | 0 | 0.006725 | 0.040801 | 0.045500 | 0.008135 | -0.037365 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:11:36 | 1:18:15 |
| 7150 | 0 | 0.012542 | 0.040319 | 0.098291 | 0.015414 | -0.082877 | 1.0000 | -0.0006 | 300.00 | 2.00e-05 | 3:12:55 | 1:16:53 |
| 7200 | 0 | 0.011065 | 0.040105 | 0.099047 | 0.012768 | -0.086279 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:14:14 | 1:15:32 |
| 7250 | 0 | 0.059085 | 0.040276 | 0.119812 | 0.062024 | -0.057788 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:15:34 | 1:14:11 |
| 7300 | 0 | 0.129715 | 0.040849 | 0.147707 | 0.128322 | -0.019386 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:16:54 | 1:12:49 |
| 7350 | 0 | 0.010378 | 0.040260 | 0.086242 | 0.012663 | -0.073579 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:18:13 | 1:11:28 |
| 7400 | 0 | 0.177174 | 0.041819 | 0.201269 | 0.166331 | -0.034937 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:19:32 | 1:10:06 |
| 7450 | 0 | 0.065185 | 0.042209 | 0.240081 | 0.081576 | -0.158506 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:20:52 | 1:08:45 |
| 7500 | 0 | 0.193830 | 0.044089 | 0.203041 | 0.194280 | -0.008762 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:22:11 | 1:07:23 |
| [11:17:58] [TAM @ 7500] mean=-0.0007 std=0.0043 max=0.0138 visits=60000 |
| 7550 | 0 | 0.140744 | 0.045255 | 0.175132 | 0.136158 | -0.038974 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:23:31 | 1:06:02 |
| 7600 | 0 | 0.014032 | 0.044697 | 0.078524 | 0.015592 | -0.062932 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:24:50 | 1:04:41 |
| 7650 | 0 | 0.075974 | 0.044713 | 0.096531 | 0.075671 | -0.020860 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:26:10 | 1:03:19 |
| 7700 | 0 | 0.129909 | 0.045905 | 0.212838 | 0.129699 | -0.083138 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:27:29 | 1:01:58 |
| 7750 | 0 | 0.020399 | 0.046035 | 0.144193 | 0.023777 | -0.120416 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:28:49 | 1:00:37 |
| 7800 | 0 | 0.084160 | 0.046796 | 0.111759 | 0.088036 | -0.023723 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:30:08 | 0:59:16 |
| 7850 | 0 | 0.047719 | 0.046810 | 0.124525 | 0.052784 | -0.071741 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:31:28 | 0:57:55 |
| 7900 | 0 | 0.130412 | 0.047863 | 0.121280 | 0.117178 | -0.004102 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:32:47 | 0:56:33 |
| 7950 | 0 | 0.032014 | 0.047482 | 0.053202 | 0.032542 | -0.020661 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:34:07 | 0:55:12 |
| 8000 | 0 | 0.026753 | 0.047544 | 0.102606 | 0.030965 | -0.071640 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:35:26 | 0:53:51 |
| [11:31:12] [TAM @ 8000] mean=-0.0007 std=0.0044 max=0.0138 visits=64000 |
| [11:31:18] Saved checkpoint -> RESULTS/multigen/run_024/checkpoint-8000 |
| [11:31:20] Generating 16 validation images ... |
| [11:31:41] Validation step 8000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0008000.png |
| 8050 | 0 | 0.055890 | 0.047576 | 0.288451 | 0.076281 | -0.212170 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:37:15 | 0:52:37 |
| 8100 | 0 | 0.030056 | 0.047713 | 0.075657 | 0.031904 | -0.043753 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:38:34 | 0:51:16 |
| 8150 | 0 | 0.167117 | 0.048899 | 0.259472 | 0.166974 | -0.092498 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:39:53 | 0:49:54 |
| 8200 | 0 | 0.050904 | 0.049293 | 0.060481 | 0.052053 | -0.008428 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:41:13 | 0:48:33 |
| 8250 | 0 | 0.025433 | 0.049320 | 0.072574 | 0.028476 | -0.044098 | 1.0000 | -0.0007 | 300.00 | 2.00e-05 | 3:42:32 | 0:47:12 |
| 8300 | 0 | 0.074963 | 0.049784 | 0.221068 | 0.081494 | -0.139574 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:43:52 | 0:45:51 |
| 8350 | 0 | 0.041152 | 0.049834 | 0.114143 | 0.045653 | -0.068490 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:45:11 | 0:44:29 |
| 8400 | 0 | 0.020049 | 0.049482 | 0.137480 | 0.022579 | -0.114901 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:46:30 | 0:43:08 |
| 8450 | 0 | 0.038499 | 0.049573 | 0.072314 | 0.038608 | -0.033706 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:47:50 | 0:41:47 |
| 8500 | 0 | 0.070706 | 0.049538 | 0.091999 | 0.073120 | -0.018879 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:49:09 | 0:40:26 |
| [11:44:55] [TAM @ 8500] mean=-0.0008 std=0.0045 max=0.0138 visits=68000 |
| 8550 | 0 | 0.020010 | 0.049424 | 0.168422 | 0.042428 | -0.125994 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:50:28 | 0:39:05 |
| 8600 | 0 | 0.084409 | 0.049766 | 0.100870 | 0.079137 | -0.021733 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:51:47 | 0:37:44 |
| 8650 | 0 | 0.018256 | 0.049352 | 0.067021 | 0.020726 | -0.046295 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:53:07 | 0:36:23 |
| 8700 | 0 | 0.023412 | 0.049267 | 0.029361 | 0.024718 | -0.004643 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:54:26 | 0:35:01 |
| 8750 | 0 | 0.022530 | 0.049444 | 0.120164 | 0.026416 | -0.093748 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:55:46 | 0:33:40 |
| 8800 | 0 | 0.050695 | 0.049533 | 0.204605 | 0.054167 | -0.150439 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:57:05 | 0:32:19 |
| 8850 | 0 | 0.116835 | 0.050234 | 0.136795 | 0.114808 | -0.021987 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:58:25 | 0:30:58 |
| 8900 | 0 | 0.118243 | 0.051408 | 0.135661 | 0.121904 | -0.013757 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 3:59:44 | 0:29:37 |
| 8950 | 0 | 0.048077 | 0.051445 | 0.085591 | 0.050055 | -0.035536 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:01:03 | 0:28:16 |
| 9000 | 0 | 0.048879 | 0.051708 | 0.076346 | 0.048705 | -0.027641 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:02:23 | 0:26:55 |
| [11:58:09] [TAM @ 9000] mean=-0.0008 std=0.0047 max=0.0138 visits=72000 |
| [11:58:10] Generating 16 validation images ... |
| [11:58:31] Validation step 9000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0009000.png |
| 9050 | 0 | 0.019563 | 0.051802 | 0.183898 | 0.042860 | -0.141037 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:04:04 | 0:25:37 |
| 9100 | 0 | 0.088353 | 0.052385 | 0.186587 | 0.091026 | -0.095561 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:05:23 | 0:24:16 |
| 9150 | 0 | 0.007806 | 0.052144 | 0.035165 | 0.008071 | -0.027094 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:06:43 | 0:22:55 |
| 9200 | 0 | 0.011820 | 0.052215 | 0.096602 | 0.013974 | -0.082629 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:08:02 | 0:21:34 |
| 9250 | 0 | 0.020899 | 0.052299 | 0.047937 | 0.022036 | -0.025901 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:09:21 | 0:20:13 |
| 9300 | 0 | 0.100249 | 0.052945 | 0.140136 | 0.094379 | -0.045757 | 1.0000 | -0.0008 | 300.00 | 2.00e-05 | 4:10:41 | 0:18:52 |
| 9350 | 0 | 0.117906 | 0.053889 | 0.140570 | 0.112823 | -0.027747 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:12:00 | 0:17:31 |
| 9400 | 0 | 0.027666 | 0.053767 | 0.146338 | 0.032934 | -0.113404 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:13:20 | 0:16:10 |
| 9450 | 0 | 0.017371 | 0.053832 | 0.126636 | 0.017696 | -0.108940 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:14:39 | 0:14:49 |
| 9500 | 0 | 0.047111 | 0.054207 | 0.088484 | 0.047629 | -0.040855 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:15:58 | 0:13:28 |
| [12:11:45] [TAM @ 9500] mean=-0.0009 std=0.0048 max=0.0142 visits=76000 |
| 9550 | 0 | 0.003306 | 0.054103 | 0.054368 | 0.003900 | -0.050467 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:17:18 | 0:12:07 |
| 9600 | 0 | 0.021634 | 0.054147 | 0.041229 | 0.022657 | -0.018572 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:18:37 | 0:10:46 |
| 9650 | 0 | 0.021679 | 0.054236 | 0.102152 | 0.023499 | -0.078652 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:19:57 | 0:09:25 |
| 9700 | 0 | 0.050257 | 0.054569 | 0.176488 | 0.055751 | -0.120738 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:21:16 | 0:08:04 |
| 9750 | 0 | 0.119504 | 0.055660 | 0.145026 | 0.121418 | -0.023608 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:22:35 | 0:06:43 |
| 9800 | 0 | 0.009882 | 0.055667 | 0.192376 | 0.023807 | -0.168569 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:23:54 | 0:05:23 |
| 9850 | 0 | 0.096101 | 0.056509 | 0.103766 | 0.099168 | -0.004598 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:25:14 | 0:04:02 |
| 9900 | 0 | 0.044540 | 0.056641 | 0.066919 | 0.048470 | -0.018449 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:26:33 | 0:02:41 |
| 9950 | 0 | 0.038716 | 0.056813 | 0.142451 | 0.043302 | -0.099150 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:27:52 | 0:01:20 |
| 10000 | 0 | 0.053952 | 0.057193 | 0.142575 | 0.058279 | -0.084296 | 1.0000 | -0.0009 | 300.00 | 2.00e-05 | 4:29:12 | 0:00:00 |
| [12:24:58] [TAM @ 10000] mean=-0.0009 std=0.0049 max=0.0142 visits=80000 |
| [12:25:03] Saved checkpoint -> RESULTS/multigen/run_024/checkpoint-10000 |
| [12:25:06] Generating 16 validation images ... |
| [12:25:26] Validation step 10000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0010000.png |
| [12:25:26] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.054408 --- |
| [12:25:26] Saving final model ... |
| [12:25:41] Pipeline saved -> RESULTS/multigen/run_024 |
| [12:25:41] Generating final validation collage ... |
| [12:25:41] Generating 16 validation images ... |
| [12:26:01] Validation step 10000: 16 images -> RESULTS/multigen/run_024/validation/collage_step_0010000.png |
| [12:26:01] |
| [12:26:01] ============================================================ |
| [12:26:01] TRAINING SUMMARY |
| [12:26:01] ============================================================ |
| [12:26:01] Total steps : 200 |
| [12:26:01] Final loss : 0.053952 |
| [12:26:01] Avg last 100 : 0.057193 |
| [12:26:01] Min loss : 0.000800 |
| [12:26:01] Total time : 4:30:15 |
| [12:26:01] Output : RESULTS/multigen/run_024 |
| [12:26:01] ============================================================ |
|
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